Data Pre-processing

Read and Observe the csv

Calculate the Remaining Lease for df1 data

Change the Remaining Lease format for df3

Merge data

Feature Selection

(1) Year & Month

(2) Storey

pandas_profiling

(3) Lease_commence_date

(4) Block & Street Name & Town

New profile report

Plot some graphs

log1p-transform the target value

Convert categorical features

Lasso Regression for feature selection

Split data into training data and test data

Baseline model

Ridge regression

Lasso

KNeighborsRegressor

Result